Using TensorFlow backend.
2019-07-19 15:25:36,246 - BBC.3.3.py:111- INFO - Start Training
WARNING:tensorflow:From /home/xiaorong/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.
Instructions for updating:
Colocations handled automatically by placer.
2019-07-19 15:25:39.008517: I tensorflow/core/platform/cpu_feature_guard.cc:141] Your CPU supports instructions that this TensorFlow binary was not compiled to use: SSE4.1 SSE4.2 AVX AVX2 FMA
2019-07-19 15:25:39.018957: I tensorflow/core/platform/profile_utils/cpu_utils.cc:94] CPU Frequency: 2199995000 Hz
2019-07-19 15:25:39.021154: I tensorflow/compiler/xla/service/service.cc:150] XLA service 0x557d1c596eb0 executing computations on platform Host. Devices:
2019-07-19 15:25:39.021197: I tensorflow/compiler/xla/service/service.cc:158]   StreamExecutor device (0): <undefined>, <undefined>
2019-07-19 15:25:39.438848: I tensorflow/compiler/xla/service/service.cc:150] XLA service 0x557d1c61bd60 executing computations on platform CUDA. Devices:
2019-07-19 15:25:39.438896: I tensorflow/compiler/xla/service/service.cc:158]   StreamExecutor device (0): GeForce RTX 2080 Ti, Compute Capability 7.5
2019-07-19 15:25:39.439334: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1433] Found device 0 with properties: 
name: GeForce RTX 2080 Ti major: 7 minor: 5 memoryClockRate(GHz): 1.545
pciBusID: 0000:85:00.0
totalMemory: 10.73GiB freeMemory: 10.53GiB
2019-07-19 15:25:39.439356: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1512] Adding visible gpu devices: 0
2019-07-19 15:25:39.441706: I tensorflow/core/common_runtime/gpu/gpu_device.cc:984] Device interconnect StreamExecutor with strength 1 edge matrix:
2019-07-19 15:25:39.441723: I tensorflow/core/common_runtime/gpu/gpu_device.cc:990]      0 
2019-07-19 15:25:39.441731: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1003] 0:   N 
2019-07-19 15:25:39.442071: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 10248 MB memory) -> physical GPU (device: 0, name: GeForce RTX 2080 Ti, pci bus id: 0000:85:00.0, compute capability: 7.5)
WARNING:tensorflow:From /home/xiaorong/anaconda3/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:3144: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.
Instructions for updating:
Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
input_1 (InputLayer)         (None, 1, None, 128)      0         
_________________________________________________________________
conv2d_1 (Conv2D)            (None, 128, None, 128)    1280      
_________________________________________________________________
batch_normalization_1 (Batch (None, 128, None, 128)    512       
_________________________________________________________________
activation_1 (Activation)    (None, 128, None, 128)    0         
_________________________________________________________________
max_pooling2d_1 (MaxPooling2 (None, 128, None, 25)     0         
_________________________________________________________________
dropout_1 (Dropout)          (None, 128, None, 25)     0         
_________________________________________________________________
conv2d_2 (Conv2D)            (None, 128, None, 25)     147584    
_________________________________________________________________
batch_normalization_2 (Batch (None, 128, None, 25)     512       
_________________________________________________________________
activation_2 (Activation)    (None, 128, None, 25)     0         
_________________________________________________________________
max_pooling2d_2 (MaxPooling2 (None, 128, None, 12)     0         
_________________________________________________________________
dropout_2 (Dropout)          (None, 128, None, 12)     0         
_________________________________________________________________
conv2d_3 (Conv2D)            (None, 128, None, 12)     147584    
_________________________________________________________________
batch_normalization_3 (Batch (None, 128, None, 12)     512       
_________________________________________________________________
activation_3 (Activation)    (None, 128, None, 12)     0         
_________________________________________________________________
max_pooling2d_3 (MaxPooling2 (None, 128, None, 6)      0         
_________________________________________________________________
dropout_3 (Dropout)          (None, 128, None, 6)      0         
_________________________________________________________________
permute_1 (Permute)          (None, None, 128, 6)      0         
_________________________________________________________________
reshape_1 (Reshape)          (None, None, 768)         0         
_________________________________________________________________
bidirectional_1 (Bidirection (None, None, 32)          153792    
_________________________________________________________________
bidirectional_2 (Bidirection (None, None, 32)          12480     
_________________________________________________________________
time_distributed_1 (TimeDist (None, None, 32)          1056      
_________________________________________________________________
dropout_4 (Dropout)          (None, None, 32)          0         
_________________________________________________________________
time_distributed_2 (TimeDist (None, None, 6)           198       
_________________________________________________________________
strong_out (Activation)      (None, None, 6)           0         
=================================================================
Total params: 465,510
Trainable params: 464,742
Non-trainable params: 768
_________________________________________________________________
2019-07-19 15:25:42,156 - BBC.3.3.py:133- INFO - Train Parameters: frames_1_sec: 43, chunk_len: 5
2019-07-19 15:25:42,156 - BBC.3.3.py:135- INFO - Feature Parameters: chunk_size: 256, batch_size: 64, num_epochs: 100
2019-07-19 15:25:42,156 - BBC.3.3.py:137- INFO - Model Parameters: cnn_nb_filt: 128, cnn_pool_size: [5, 2, 2], rnn_nb: [32, 32], fc_nb: [32], dropout_rate: 0.5

WARNING:tensorflow:From /home/xiaorong/anaconda3/lib/python3.7/site-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.cast instead.
Epoch 1/100
2019-07-19 15:25:50.431722: I tensorflow/stream_executor/dso_loader.cc:152] successfully opened CUDA library libcublas.so.10.0 locally
 - 96s - loss: 0.0736 - val_loss: 0.0446
2019-07-19 15:27:39,151 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.0, ER_overall: 1.0, Best ER: inf, best_epoch: 0
Epoch 2/100
 - 81s - loss: 0.0486 - val_loss: 0.0334
2019-07-19 15:29:13,518 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.03828, ER_overall: 0.9805, Best ER: inf, best_epoch: 0
Epoch 3/100
 - 84s - loss: 0.0398 - val_loss: 0.0273
2019-07-19 15:30:51,602 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.2085, ER_overall: 0.8829, Best ER: inf, best_epoch: 0
Epoch 4/100
 - 83s - loss: 0.0326 - val_loss: 0.0255
2019-07-19 15:32:28,937 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.294, ER_overall: 0.8242, Best ER: inf, best_epoch: 0
Epoch 5/100
 - 80s - loss: 0.0276 - val_loss: 0.0229
2019-07-19 15:34:03,564 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.4998, ER_overall: 0.6568, Best ER: inf, best_epoch: 0
Epoch 6/100
 - 83s - loss: 0.0229 - val_loss: 0.0196
2019-07-19 15:35:40,956 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.5267, ER_overall: 0.6326, Best ER: inf, best_epoch: 0
Epoch 7/100
 - 86s - loss: 0.0198 - val_loss: 0.0217
2019-07-19 15:37:21,142 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.5861, ER_overall: 0.5651, Best ER: inf, best_epoch: 0
Epoch 8/100
 - 84s - loss: 0.0176 - val_loss: 0.0135
2019-07-19 15:38:58,595 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8539, ER_overall: 0.2311, Best ER: inf, best_epoch: 0
Epoch 9/100
 - 82s - loss: 0.0166 - val_loss: 0.0259
2019-07-19 15:40:34,217 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.622, ER_overall: 0.5199, Best ER: inf, best_epoch: 0
Epoch 10/100
 - 83s - loss: 0.0151 - val_loss: 0.0160
2019-07-19 15:42:11,388 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8395, ER_overall: 0.2352, Best ER: inf, best_epoch: 0
Epoch 11/100
 - 80s - loss: 0.0132 - val_loss: 0.0231
2019-07-19 15:43:45,678 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.7358, ER_overall: 0.3646, Best ER: inf, best_epoch: 0
Epoch 12/100
 - 83s - loss: 0.0123 - val_loss: 0.0205
2019-07-19 15:45:21,901 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8073, ER_overall: 0.2722, Best ER: inf, best_epoch: 0
Epoch 13/100
 - 88s - loss: 0.0113 - val_loss: 0.0281
2019-07-19 15:47:03,265 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.7091, ER_overall: 0.4076, Best ER: inf, best_epoch: 0
Epoch 14/100
 - 83s - loss: 0.0108 - val_loss: 0.0202
2019-07-19 15:48:40,217 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8305, ER_overall: 0.2289, Best ER: inf, best_epoch: 0
Epoch 15/100
 - 82s - loss: 0.0105 - val_loss: 0.0238
2019-07-19 15:50:15,761 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.7709, ER_overall: 0.3102, Best ER: inf, best_epoch: 0
Epoch 16/100
 - 81s - loss: 0.0090 - val_loss: 0.0215
2019-07-19 15:51:50,417 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8507, ER_overall: 0.1896, Best ER: inf, best_epoch: 0
Epoch 17/100
 - 84s - loss: 0.0090 - val_loss: 0.0197
2019-07-19 15:53:27,781 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8622, ER_overall: 0.1718, Best ER: inf, best_epoch: 0
Epoch 18/100
 - 84s - loss: 0.0084 - val_loss: 0.0251
2019-07-19 15:55:05,840 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8493, ER_overall: 0.1868, Best ER: inf, best_epoch: 0
Epoch 19/100
 - 81s - loss: 0.0081 - val_loss: 0.0387
2019-07-19 15:56:40,504 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.7526, ER_overall: 0.2888, Best ER: inf, best_epoch: 0
Epoch 20/100
 - 84s - loss: 0.0074 - val_loss: 0.0430
2019-07-19 15:58:19,093 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.736, ER_overall: 0.2951, Best ER: inf, best_epoch: 0
Epoch 21/100
 - 87s - loss: 0.0073 - val_loss: 0.0336
2019-07-19 15:59:59,712 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8034, ER_overall: 0.2453, Best ER: inf, best_epoch: 0
Epoch 22/100
 - 83s - loss: 0.0074 - val_loss: 0.0353
2019-07-19 16:01:37,960 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.7852, ER_overall: 0.2502, Best ER: inf, best_epoch: 0
Epoch 23/100
 - 87s - loss: 0.0069 - val_loss: 0.0351
2019-07-19 16:03:20,136 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.7733, ER_overall: 0.2889, Best ER: inf, best_epoch: 0
Epoch 24/100
 - 83s - loss: 0.0065 - val_loss: 0.0266
2019-07-19 16:04:57,462 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8518, ER_overall: 0.184, Best ER: inf, best_epoch: 0
Epoch 25/100
 - 85s - loss: 0.0067 - val_loss: 0.0355
2019-07-19 16:06:35,716 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8149, ER_overall: 0.2167, Best ER: inf, best_epoch: 0
Epoch 26/100
 - 83s - loss: 0.0076 - val_loss: 0.0458
2019-07-19 16:08:12,213 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.6994, ER_overall: 0.3544, Best ER: inf, best_epoch: 0
Epoch 27/100
 - 81s - loss: 0.0064 - val_loss: 0.0354
2019-07-19 16:09:46,771 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.7661, ER_overall: 0.2732, Best ER: inf, best_epoch: 0
Epoch 28/100
 - 81s - loss: 0.0056 - val_loss: 0.0342
2019-07-19 16:11:22,525 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8258, ER_overall: 0.2106, Best ER: inf, best_epoch: 0
Epoch 29/100
 - 80s - loss: 0.0057 - val_loss: 0.0263
2019-07-19 16:12:55,901 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8536, ER_overall: 0.183, Best ER: inf, best_epoch: 0
Epoch 30/100
 - 81s - loss: 0.0057 - val_loss: 0.0359
2019-07-19 16:14:30,293 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8317, ER_overall: 0.2026, Best ER: inf, best_epoch: 0
Epoch 31/100
 - 79s - loss: 0.0053 - val_loss: 0.0326
2019-07-19 16:16:02,793 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8228, ER_overall: 0.2141, Best ER: inf, best_epoch: 0
Epoch 32/100
 - 82s - loss: 0.0052 - val_loss: 0.0224
2019-07-19 16:17:38,169 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.876, ER_overall: 0.1463, Best ER: inf, best_epoch: 0
Epoch 33/100
 - 80s - loss: 0.0054 - val_loss: 0.0344
2019-07-19 16:19:11,139 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8499, ER_overall: 0.1784, Best ER: inf, best_epoch: 0
Epoch 34/100
 - 79s - loss: 0.0048 - val_loss: 0.0315
2019-07-19 16:20:43,468 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8566, ER_overall: 0.1755, Best ER: inf, best_epoch: 0
Epoch 35/100
 - 82s - loss: 0.0050 - val_loss: 0.0356
2019-07-19 16:22:18,862 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8449, ER_overall: 0.1883, Best ER: inf, best_epoch: 0
Epoch 36/100
 - 81s - loss: 0.0050 - val_loss: 0.0309
2019-07-19 16:23:53,807 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.864, ER_overall: 0.1601, Best ER: inf, best_epoch: 0
Epoch 37/100
 - 81s - loss: 0.0041 - val_loss: 0.0372
2019-07-19 16:25:28,915 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8682, ER_overall: 0.1535, Best ER: inf, best_epoch: 0
Epoch 38/100
 - 82s - loss: 0.0045 - val_loss: 0.0351
2019-07-19 16:27:04,876 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8508, ER_overall: 0.1745, Best ER: inf, best_epoch: 0
Epoch 39/100
 - 79s - loss: 0.0045 - val_loss: 0.0360
2019-07-19 16:28:36,767 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8638, ER_overall: 0.1642, Best ER: inf, best_epoch: 0
Epoch 40/100
 - 79s - loss: 0.0045 - val_loss: 0.0439
2019-07-19 16:30:09,793 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8354, ER_overall: 0.1927, Best ER: inf, best_epoch: 0
Epoch 41/100
 - 81s - loss: 0.0046 - val_loss: 0.0589
2019-07-19 16:31:45,077 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.7269, ER_overall: 0.3149, Best ER: inf, best_epoch: 0
Epoch 42/100
 - 80s - loss: 0.0041 - val_loss: 0.0533
2019-07-19 16:33:18,938 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.7671, ER_overall: 0.2759, Best ER: inf, best_epoch: 0
Epoch 43/100
 - 80s - loss: 0.0041 - val_loss: 0.0557
2019-07-19 16:34:52,428 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.7726, ER_overall: 0.2591, Best ER: inf, best_epoch: 0
Epoch 44/100
 - 81s - loss: 0.0038 - val_loss: 0.0636
2019-07-19 16:36:26,913 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.7573, ER_overall: 0.2787, Best ER: inf, best_epoch: 0
Epoch 45/100
 - 79s - loss: 0.0039 - val_loss: 0.0396
2019-07-19 16:38:00,428 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8362, ER_overall: 0.191, Best ER: inf, best_epoch: 0
Epoch 46/100
 - 83s - loss: 0.0036 - val_loss: 0.0431
2019-07-19 16:39:36,992 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8471, ER_overall: 0.1812, Best ER: inf, best_epoch: 0
Epoch 47/100
 - 81s - loss: 0.0037 - val_loss: 0.0409
2019-07-19 16:41:11,490 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8361, ER_overall: 0.1927, Best ER: inf, best_epoch: 0
Epoch 48/100
 - 79s - loss: 0.0038 - val_loss: 0.0393
2019-07-19 16:42:44,027 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8527, ER_overall: 0.1764, Best ER: inf, best_epoch: 0
Epoch 49/100
 - 83s - loss: 0.0042 - val_loss: 0.0490
2019-07-19 16:44:21,167 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.7983, ER_overall: 0.2374, Best ER: inf, best_epoch: 0
Epoch 50/100
 - 82s - loss: 0.0039 - val_loss: 0.0714
2019-07-19 16:45:56,237 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.6948, ER_overall: 0.3478, Best ER: inf, best_epoch: 0
Epoch 51/100
 - 83s - loss: 0.0042 - val_loss: 0.0352
2019-07-19 16:47:32,395 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8691, ER_overall: 0.1558, Best ER: inf, best_epoch: 0
Epoch 52/100
 - 81s - loss: 0.0035 - val_loss: 0.0271
2019-07-19 16:49:07,476 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8939, ER_overall: 0.1313, Best ER: inf, best_epoch: 0
Epoch 53/100
 - 82s - loss: 0.0036 - val_loss: 0.0350
2019-07-19 16:50:42,888 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8713, ER_overall: 0.1552, Best ER: inf, best_epoch: 0
Epoch 54/100
 - 81s - loss: 0.0035 - val_loss: 0.0346
2019-07-19 16:52:17,830 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8584, ER_overall: 0.1698, Best ER: inf, best_epoch: 0
Epoch 55/100
 - 82s - loss: 0.0035 - val_loss: 0.0522
2019-07-19 16:53:53,787 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8099, ER_overall: 0.2172, Best ER: inf, best_epoch: 0
Epoch 56/100
 - 80s - loss: 0.0036 - val_loss: 0.0317
2019-07-19 16:55:27,876 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8839, ER_overall: 0.1378, Best ER: inf, best_epoch: 0
Epoch 57/100
 - 83s - loss: 0.0033 - val_loss: 0.0445
2019-07-19 16:57:04,979 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8386, ER_overall: 0.1928, Best ER: inf, best_epoch: 0
Epoch 58/100
 - 82s - loss: 0.0032 - val_loss: 0.0588
2019-07-19 16:58:40,817 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.7719, ER_overall: 0.2675, Best ER: inf, best_epoch: 0
Epoch 59/100
 - 81s - loss: 0.0031 - val_loss: 0.0361
2019-07-19 17:00:15,104 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8539, ER_overall: 0.1729, Best ER: inf, best_epoch: 0
Epoch 60/100
 - 82s - loss: 0.0031 - val_loss: 0.0346
2019-07-19 17:01:50,454 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8803, ER_overall: 0.1388, Best ER: inf, best_epoch: 0
Epoch 61/100
 - 82s - loss: 0.0029 - val_loss: 0.0508
2019-07-19 17:03:26,749 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8067, ER_overall: 0.2261, Best ER: inf, best_epoch: 0
Epoch 62/100
 - 82s - loss: 0.0034 - val_loss: 0.1053
2019-07-19 17:05:01,763 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.6721, ER_overall: 0.366, Best ER: inf, best_epoch: 0
Epoch 63/100
 - 83s - loss: 0.0029 - val_loss: 0.0441
2019-07-19 17:06:38,883 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8487, ER_overall: 0.1834, Best ER: inf, best_epoch: 0
Epoch 64/100
 - 82s - loss: 0.0029 - val_loss: 0.0461
2019-07-19 17:08:14,420 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8458, ER_overall: 0.1839, Best ER: inf, best_epoch: 0
Epoch 65/100
 - 83s - loss: 0.0025 - val_loss: 0.0401
2019-07-19 17:09:50,732 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8609, ER_overall: 0.1646, Best ER: inf, best_epoch: 0
Epoch 66/100
 - 82s - loss: 0.0023 - val_loss: 0.0339
2019-07-19 17:11:26,119 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8776, ER_overall: 0.1434, Best ER: inf, best_epoch: 0
Epoch 67/100
 - 81s - loss: 0.0026 - val_loss: 0.0381
2019-07-19 17:13:00,295 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.864, ER_overall: 0.1626, Best ER: inf, best_epoch: 0
Epoch 68/100
 - 83s - loss: 0.0030 - val_loss: 0.0534
2019-07-19 17:14:36,840 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8423, ER_overall: 0.1831, Best ER: inf, best_epoch: 0
Epoch 69/100
 - 82s - loss: 0.0028 - val_loss: 0.0551
2019-07-19 17:16:12,587 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8189, ER_overall: 0.2097, Best ER: inf, best_epoch: 0
Epoch 70/100
 - 82s - loss: 0.0029 - val_loss: 0.0467
2019-07-19 17:17:48,630 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8411, ER_overall: 0.184, Best ER: inf, best_epoch: 0
Epoch 71/100
 - 82s - loss: 0.0024 - val_loss: 0.0304
2019-07-19 17:19:23,627 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8903, ER_overall: 0.1236, Best ER: inf, best_epoch: 0
Epoch 72/100
 - 81s - loss: 0.0024 - val_loss: 0.0310
2019-07-19 17:20:57,887 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8886, ER_overall: 0.1299, Best ER: inf, best_epoch: 0
Epoch 73/100
 - 82s - loss: 0.0023 - val_loss: 0.0519
2019-07-19 17:22:33,544 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8569, ER_overall: 0.1645, Best ER: inf, best_epoch: 0
Epoch 74/100
 - 81s - loss: 0.0027 - val_loss: 0.0327
2019-07-19 17:24:07,935 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8832, ER_overall: 0.1362, Best ER: inf, best_epoch: 0
Epoch 75/100
 - 81s - loss: 0.0026 - val_loss: 0.0362
2019-07-19 17:25:42,091 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8618, ER_overall: 0.1629, Best ER: inf, best_epoch: 0
Epoch 76/100
 - 81s - loss: 0.0027 - val_loss: 0.0426
2019-07-19 17:27:16,766 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8489, ER_overall: 0.1781, Best ER: inf, best_epoch: 0
Epoch 77/100
 - 81s - loss: 0.0026 - val_loss: 0.0455
2019-07-19 17:28:51,179 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8505, ER_overall: 0.1743, Best ER: inf, best_epoch: 0
Epoch 78/100
 - 82s - loss: 0.0022 - val_loss: 0.0348
2019-07-19 17:30:27,499 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8634, ER_overall: 0.1686, Best ER: inf, best_epoch: 0
Epoch 79/100
 - 82s - loss: 0.0024 - val_loss: 0.0308
2019-07-19 17:32:02,982 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.9057, ER_overall: 0.115, Best ER: inf, best_epoch: 0
Epoch 80/100
 - 81s - loss: 0.0023 - val_loss: 0.0389
2019-07-19 17:33:37,215 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8865, ER_overall: 0.1299, Best ER: inf, best_epoch: 0
Epoch 81/100
 - 83s - loss: 0.0026 - val_loss: 0.0367
2019-07-19 17:35:13,736 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8675, ER_overall: 0.1561, Best ER: 0.1561, best_epoch: 80
Epoch 82/100
 - 82s - loss: 0.0023 - val_loss: 0.0305
2019-07-19 17:36:49,959 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8866, ER_overall: 0.1306, Best ER: 0.1306, best_epoch: 81
Epoch 83/100
 - 81s - loss: 0.0025 - val_loss: 0.0290
2019-07-19 17:38:24,405 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8908, ER_overall: 0.1302, Best ER: 0.1302, best_epoch: 82
Epoch 84/100
 - 86s - loss: 0.0023 - val_loss: 0.0264
2019-07-19 17:40:03,960 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.9153, ER_overall: 0.1036, Best ER: 0.1036, best_epoch: 83
Epoch 85/100
 - 83s - loss: 0.0025 - val_loss: 0.0263
2019-07-19 17:41:40,718 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.9063, ER_overall: 0.1048, Best ER: 0.1036, best_epoch: 83
Epoch 86/100
 - 80s - loss: 0.0021 - val_loss: 0.0690
2019-07-19 17:43:14,499 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8046, ER_overall: 0.2245, Best ER: 0.1036, best_epoch: 83
Epoch 87/100
 - 79s - loss: 0.0021 - val_loss: 0.0532
2019-07-19 17:44:47,335 - model_base.py:94- INFO - LR: 0.001, F1_overall: 0.8547, ER_overall: 0.1686, Best ER: 0.1036, best_epoch: 83
Epoch 88/100
 - 79s - loss: 0.0024 - val_loss: 0.0539
2019-07-19 17:46:19,381 - model_base.py:94- INFO - LR: 0.0008, F1_overall: 0.8623, ER_overall: 0.1592, Best ER: 0.1036, best_epoch: 83
Epoch 89/100
 - 86s - loss: 0.0022 - val_loss: 0.0567
2019-07-19 17:47:58,806 - model_base.py:94- INFO - LR: 0.0008, F1_overall: 0.8521, ER_overall: 0.1726, Best ER: 0.1036, best_epoch: 83
Epoch 90/100
 - 80s - loss: 0.0017 - val_loss: 0.0616
2019-07-19 17:49:32,975 - model_base.py:94- INFO - LR: 0.00064, F1_overall: 0.827, ER_overall: 0.1979, Best ER: 0.1036, best_epoch: 83
Epoch 91/100
 - 78s - loss: 0.0018 - val_loss: 0.0515
2019-07-19 17:51:04,391 - model_base.py:94- INFO - LR: 0.00064, F1_overall: 0.8632, ER_overall: 0.1548, Best ER: 0.1036, best_epoch: 83
Epoch 92/100
 - 81s - loss: 0.0017 - val_loss: 0.0565
2019-07-19 17:52:39,741 - model_base.py:94- INFO - LR: 0.000512, F1_overall: 0.8427, ER_overall: 0.1809, Best ER: 0.1036, best_epoch: 83
Epoch 93/100
 - 80s - loss: 0.0018 - val_loss: 0.0656
2019-07-19 17:54:13,692 - model_base.py:94- INFO - LR: 0.000512, F1_overall: 0.8246, ER_overall: 0.2, Best ER: 0.1036, best_epoch: 83
Epoch 94/100
 - 88s - loss: 0.0018 - val_loss: 0.0552
2019-07-19 17:55:55,814 - model_base.py:94- INFO - LR: 0.0004096, F1_overall: 0.8658, ER_overall: 0.1516, Best ER: 0.1036, best_epoch: 83
Epoch 95/100
 - 86s - loss: 0.0016 - val_loss: 0.0490
2019-07-19 17:57:35,793 - model_base.py:94- INFO - LR: 0.0004096, F1_overall: 0.8751, ER_overall: 0.1417, Best ER: 0.1036, best_epoch: 83
Epoch 96/100
 - 80s - loss: 0.0017 - val_loss: 0.0594
2019-07-19 17:59:12,327 - model_base.py:94- INFO - LR: 0.00032768, F1_overall: 0.8507, ER_overall: 0.1685, Best ER: 0.1036, best_epoch: 83
Epoch 97/100
 - 81s - loss: 0.0017 - val_loss: 0.0616
2019-07-19 18:00:46,988 - model_base.py:94- INFO - LR: 0.00032768, F1_overall: 0.8496, ER_overall: 0.1709, Best ER: 0.1036, best_epoch: 83
Epoch 98/100
 - 78s - loss: 0.0016 - val_loss: 0.0563
2019-07-19 18:02:19,046 - model_base.py:94- INFO - LR: 0.000262144, F1_overall: 0.8708, ER_overall: 0.145, Best ER: 0.1036, best_epoch: 83
Epoch 99/100
 - 79s - loss: 0.0015 - val_loss: 0.0571
2019-07-19 18:03:51,119 - model_base.py:94- INFO - LR: 0.000262144, F1_overall: 0.8569, ER_overall: 0.1604, Best ER: 0.1036, best_epoch: 83
Epoch 100/100
 - 80s - loss: 0.0016 - val_loss: 0.0558
2019-07-19 18:05:23,964 - model_base.py:94- INFO - LR: 0.000209715, F1_overall: 0.8538, ER_overall: 0.1649, Best ER: 0.1036, best_epoch: 83
2019-07-19 18:05:24,218 - BBC.3.3.py:164- INFO - Start decoding
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/home/xiaorong/anaconda3/lib/python3.7/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples.
  'precision', 'predicted', average, warn_for)
/home/xiaorong/anaconda3/lib/python3.7/site-packages/sklearn/metrics/classification.py:1145: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples.
  'recall', 'true', average, warn_for)
[[  46    0    1    0    0    0   14]
 [   0    2    0    0    0    0   16]
 [  15   29 1211    0   10    0  403]
 [   0    0   11  438    2    0   24]
 [   0    0    0    0    0    0    9]
 [   0    0    0    2    0    0   22]
 [   0    0    0    0    0    0    0]]
              precision    recall  f1-score   support

       Siren       0.75      0.75      0.75        61
     Thunder       0.06      0.11      0.08        18
         Car       0.99      0.73      0.84      1668
        Foot       1.00      0.92      0.96       475
        Fire       0.00      0.00      0.00         9
        Door       0.00      0.00      0.00        24
     unknown       0.00      0.00      0.00         0

   micro avg       0.75      0.75      0.75      2255
   macro avg       0.40      0.36      0.38      2255
weighted avg       0.96      0.75      0.84      2255

2019-07-19 20:03:44,044 - BBC.3.3.py:215- INFO - Test utt-level acc: 0.752550
2019-07-19 20:03:44,044 - BBC.3.3.py:216- INFO - End decoding
